자연어 처리(Natural Language Processing, NLP)¶

  • 한국어, 영어 등 우리가 평소에 쓰는 언어

  • 사람의 말을 컴퓨터가 이해하도록 수행하는 과정



신경망에서의 단어 처리 (단어 임베딩, Word Embedding)¶

  • 단어를 있는 그대로 처리하지 않고 고정 길이의 벡터로 표현 (원-핫 인코딩)

  • 단어 하나에 인덱스 정수를 할당하는 Bag of Words 방법

  • 예시)
    "you", "are", "not", "a", "smart", "student"

    • "you" : 0

    • "are" : 1

    • "not" : 2

    • "a" : 3

    • "smart" : 4

    • "student" : 5

      "You are a smart student."

      ---> [1, 1, 0, 1, 1, 1]


    출처: https://medium.com/@athif.shaffy/one-hot-encoding-of-text-b69124bef0a7



신경망에서의 단어처리 구조¶

출처: https://mc.ai/deep-nlp-word-vectors-with-word2vec/



CBOW (Continuous Bag of Words) Embedding¶

  • 복수 단어 문맥(multi-word context)에 대한 문제

    • 즉, 여러개의 단어를 나열한 뒤 이와 관련된 단어를 추정하는 문제

  • 예를 들어,
    Betty bought a bit of better butter.

    위 예시에서 (Betty, a bit, butter)라는 문맥이 주어지면 bought를 예측하는 구조


    출처: https://medium.com/@srishtee.kriti/mathematics-behind-continuous-bag-of-words-cbow-model-1e54cc2ecd88



Skip-Gram Embedding¶

  • CBOW 방식과 반대

    • 특정한 단어로부터 문맥이 될 수 있는 단어를 예측

  • 보통 입력 단어 주변의 $k$ 개 단어를 문맥으로 보고 예측 모형을 만드는데 이 $k$ 값을 window size 라고 한다.

  • 예시) window size = 2 라면,
    Betty -> bought, butter
    bought -> butter, Betty
    a -> bit, of


    출처: https://www.researchgate.net/figure/The-architecture-of-Skip-gram-model-20_fig1_322905432



Word2Vec¶

  • CBOW, Skip_Gram 방식의 단어 임베딩을 구현. 구글의 Mikolov 개발

  • subsampling, negative sampling 등의 기법 추가하여 학습 속도 향상

    출처: http://mbenhaddou.com/2019/12/14/word2vec-concepts-from-scratch/


  • 단어상의 거리를 통해 관계를 파악

    • 관계를 통하여, 특정한 단어로 부터 다른 단어를 예측

    출처: https://towardsdatascience.com/word-embeddings-for-nlp-5b72991e01d4



Word2Vec 예제¶

  • 출처: https://datascienceschool.net/view-notebook/6927b0906f884a67b0da9310d3a581ee/

  • https://github.com/RaRe-Technologies/gensim/wiki/Migrating-from-Gensim-3.x-to-4

In [ ]:
import nltk
nltk.download('movie_reviews')
nltk.download('punkt')

[nltk_data] Downloading package movie_reviews to /root/nltk_data...
[nltk_data]   Package movie_reviews is already up-to-date!
[nltk_data] Downloading package punkt to /root/nltk_data...
[nltk_data]   Package punkt is already up-to-date!
Out[ ]:
True
In [ ]:
from nltk.corpus import movie_reviews
sentences = [list(s) for s in movie_reviews.sents()]
In [ ]:
print(sentences[0])
print(len(sentences))

['plot', ':', 'two', 'teen', 'couples', 'go', 'to', 'a', 'church', 'party', ',', 'drink', 'and', 'then', 'drive', '.']
71532

gensim.models.word2vec.Word2Vec(단어토큰 리스트)¶

In [ ]:
from gensim.models.word2vec import Word2Vec
  • 모델적합
In [ ]:
model = Word2Vec(sentences)
  • 모델 초기화
In [ ]:
model.init_sims(replace=True)

<ipython-input-46-dabd6e7393f0>:1: DeprecationWarning: Call to deprecated `init_sims` (Gensim 4.0.0 implemented internal optimizations that make calls to init_sims() unnecessary. init_sims() is now obsoleted and will be completely removed in future versions. See https://github.com/RaRe-Technologies/gensim/wiki/Migrating-from-Gensim-3.x-to-4).
  model.init_sims(replace=True)
WARNING:gensim.models.keyedvectors:destructive init_sims(replace=True) deprecated & no longer required for space-efficiency

모델.wv.similarity(단어1, 단어2) : 학습된 모델을 바탕으로 단어1과 단어2의 유사성 계산¶

In [ ]:
model.wv.similarity('fruit', 'apple')
Out[ ]:
0.80405724
In [ ]:
model.wv.similarity('she', 'he')
Out[ ]:
0.84586656

모델.wv.most_similar(positive, negative, topn)¶

  • positive와 가장 유사성이 높으며, negative와 가장 유사성이 낮은 단어 topn개
In [ ]:
model.wv.most_similar(positive='fruit')
Out[ ]:
[('tools', 0.9331432580947876),
 ('helicopters', 0.9305249452590942),
 ('dope', 0.9303972721099854),
 ('stephane', 0.9303169250488281),
 ('abigail', 0.9288962483406067),
 ('televisions', 0.9260869026184082),
 ('kyle', 0.9255495071411133),
 ('rome', 0.9246650338172913),
 ('farmers', 0.9232856035232544),
 ('jared', 0.9224721193313599)]
In [ ]:
model.wv.most_similar(negative='fruit')
Out[ ]:
[('needn', 0.06564648449420929),
 ('hadn', 0.059700630605220795),
 ('because', 0.05493166297674179),
 ('isn', 0.053482577204704285),
 ('had', 0.04672528803348541),
 ('wasn', 0.038759101182222366),
 ('could', 0.03513611853122711),
 ('doesn', 0.034171655774116516),
 ('dosen', 0.032077595591545105),
 ('can', 0.023912474513053894)]
In [ ]:
model.wv.most_similar(positive=['she', 'king'], negative='queen', topn=20)
Out[ ]:
[('he', 0.7508423328399658),
 ('everyone', 0.6219357252120972),
 ('it', 0.5562256574630737),
 ('trouble', 0.5508118271827698),
 ('everything', 0.530842661857605),
 ('question', 0.5273400545120239),
 ('fact', 0.5165227651596069),
 ('mind', 0.5102254152297974),
 ('someone', 0.5072097778320312),
 ('death', 0.5053578019142151),
 ('ending', 0.4954841136932373),
 ('devil', 0.4917585253715515),
 ('him', 0.4906856417655945),
 ('once', 0.4862556457519531),
 ('end', 0.4770081043243408),
 ('god', 0.47331029176712036),
 ('never', 0.47263574600219727),
 ('finally', 0.4719635546207428),
 ('hell', 0.46993550658226013),
 ('again', 0.4686177670955658)]

Word2Vec 시각화¶

In [ ]:
import numpy as np
import pandas as pd
from sklearn.manifold import TSNE
In [ ]:
tsne = TSNE(n_components=2)
In [ ]:
review_vocab = list(model.wv.key_to_index.keys())

arr = []
for word in review_vocab:
  arr.append(model.wv.get_vector(word))
  
review_similarity = np.array(arr)
In [ ]:
similarity = tsne.fit_transform(review_similarity)
review_df = pd.DataFrame(similarity, index=review_vocab, columns=['x', 'y'])
review_1000 = review_df[0:1000]
In [ ]:
import matplotlib.pyplot as plt
plt.style.use('seaborn-white')

fig = plt.figure(figsize=(14, 14))
ax = fig.add_subplot(1, 1, 1)
ax.scatter(review_1000['x'], review_1000['y'])

for word, pos in review_1000.iterrows():
  ax.annotate(word, pos)

ax.axis('off')

<ipython-input-85-65490dd5a55a>:2: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-<style>'. Alternatively, directly use the seaborn API instead.
  plt.style.use('seaborn-white')
Out[ ]:
(-83.93436241149902, 84.32366752624512, -68.93490333557129, 65.23353309631348)

네이버 영화 감상 코퍼스를 사용한 한국어 단어 임베딩¶

  • 한국어 임베딩은 "konlpy" 필요
In [ ]:
import matplotlib.pyplot as plt
import matplotlib as mpl

%config InlineBackend.figure_format='retina'

!apt -qq -y install fonts-nanum

import matplotlib.font_manager as fm 
fontpath = '/usr/shape/fonts/truetype/nanum/NanumBarunGothic.ttf'
font = fm.FontProperties(fname=fontpath, size=9)
plt.rc('font', family='NanumBarunGothic')

fonts-nanum is already the newest version (20180306-3).
0 upgraded, 0 newly installed, 0 to remove and 34 not upgraded.
In [ ]:
! pip install konlpy
!wget = nc http://raw.githubusercontent.com/e9t/nsmc/master/ratings_train.txt
In [ ]:
import codecs 

def read_data(filename):
  with codecs.open(filename, encoding='utf-8', mode='r') as f:
    data = [line.split('\t') for line in f.read().splitlines()]
    data = data[1:]

  return data

train_data = read_data('ratings_train.txt')
In [ ]:
from konlpy.tag import Okt
tagger = Okt()

def tokenize(doc):
  return ['/'.join(t) for t in tagger.pos(doc, norm=True, stem=True)]

train_docs = [row[1] for row in train_data]
In [ ]:
train_docs[:5]
Out[ ]:
['아 더빙.. 진짜 짜증나네요 목소리',
 '흠...포스터보고 초딩영화줄....오버연기조차 가볍지 않구나',
 '너무재밓었다그래서보는것을추천한다',
 '교도소 이야기구먼 ..솔직히 재미는 없다..평점 조정',
 '사이몬페그의 익살스런 연기가 돋보였던 영화!스파이더맨에서 늙어보이기만 했던 커스틴 던스트가 너무나도 이뻐보였다']

In [ ]:
sentences = [tokenize(d) for d in train_docs]
In [ ]:
from gensim.models import word2vec
In [ ]:
model = word2vec.Word2Vec(sentences)
model.init_sims(replace=True)

<ipython-input-102-6a8a675cbbc9>:2: DeprecationWarning: Call to deprecated `init_sims` (Gensim 4.0.0 implemented internal optimizations that make calls to init_sims() unnecessary. init_sims() is now obsoleted and will be completely removed in future versions. See https://github.com/RaRe-Technologies/gensim/wiki/Migrating-from-Gensim-3.x-to-4).
  model.init_sims(replace=True)
WARNING:gensim.models.keyedvectors:destructive init_sims(replace=True) deprecated & no longer required for space-efficiency
In [ ]:
model.wv.similarity(*tokenize(u'배우 여배우'))
Out[ ]:
0.7105806
In [ ]:
model.wv.most_similar(tokenize(u'감독'))
Out[ ]:
[('작가/Noun', 0.6462729573249817),
 ('목사/Noun', 0.5740336775779724),
 ('능력/Noun', 0.5220396518707275),
 ('김기덕/Noun', 0.5212914943695068),
 ('이순신장군/Noun', 0.5064985156059265),
 ('각본/Noun', 0.5030168294906616),
 ('제작/Noun', 0.49990779161453247),
 ('영감/Noun', 0.4841657280921936),
 ('추기경/Noun', 0.4827837646007538),
 ('안목/Noun', 0.4799852967262268)]

In [ ]:
from konlpy.utils import pprint

pprint(model.wv.most_similar(positive=tokenize(u'배우 여배우'), negative=tokenize(u'배우'), topn=3))

[('남자배우/Noun', 0.8308297991752625),
 ('조연/Noun', 0.7938694953918457),
 ('연기자/Noun', 0.7685343027114868)]

In [ ]:
review_vocab = list(model.wv.key_to_index.keys())

arr = []
for word in review_vocab:
  arr.append(model.wv.get_vector(word))
  
review_similarity = np.array(arr)
In [ ]:
import numpy as np
import pandas as pd
from sklearn.manifold import TSNE
In [ ]:
tsne = TSNE(n_components=2)
In [ ]:
similarity = tsne.fit_transform(review_similarity)
review_df = pd.DataFrame(similarity, index=review_vocab, columns=['x', 'y'])
review_1000 = review_df[0:1000]
In [ ]:
import matplotlib.pyplot as plt
plt.style.use('seaborn-white')

fig = plt.figure(figsize=(14, 14))
ax = fig.add_subplot(1, 1, 1)
ax.scatter(review_1000['x'], review_1000['y'])

for word, pos in review_1000.iterrows():
  ax.annotate(word, pos)

ax.axis('off')

<ipython-input-110-65490dd5a55a>:2: MatplotlibDeprecationWarning: The seaborn styles shipped by Matplotlib are deprecated since 3.6, as they no longer correspond to the styles shipped by seaborn. However, they will remain available as 'seaborn-v0_8-<style>'. Alternatively, directly use the seaborn API instead.
  plt.style.use('seaborn-white')
Out[ ]:
(-77.41772384643555, 73.21911544799805, -79.6420280456543, 78.89753646850586)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50689 (\N{HANGUL SYLLABLE YEONG}) missing from current font.
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  func(*args, **kwargs)
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  func(*args, **kwargs)
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/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44256 (\N{HANGUL SYLLABLE GO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54620 (\N{HANGUL SYLLABLE HAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50780 (\N{HANGUL SYLLABLE WAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49828 (\N{HANGUL SYLLABLE SEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53664 (\N{HANGUL SYLLABLE TO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47532 (\N{HANGUL SYLLABLE RI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49373 (\N{HANGUL SYLLABLE SAENG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44033 (\N{HANGUL SYLLABLE GAG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51064 (\N{HANGUL SYLLABLE IN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46300 (\N{HANGUL SYLLABLE DEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46972 (\N{HANGUL SYLLABLE RA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47560 (\N{HANGUL SYLLABLE MA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44048 (\N{HANGUL SYLLABLE GAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46041 (\N{HANGUL SYLLABLE DONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49324 (\N{HANGUL SYLLABLE SA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46988 (\N{HANGUL SYLLABLE RAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 12619 (\N{HANGUL LETTER KHIEUKH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47111 (\N{HANGUL SYLLABLE REOH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44637 (\N{HANGUL SYLLABLE GGAB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45908 (\N{HANGUL SYLLABLE DEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46412 (\N{HANGUL SYLLABLE DDAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45236 (\N{HANGUL SYLLABLE NAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48176 (\N{HANGUL SYLLABLE BAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50864 (\N{HANGUL SYLLABLE U}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44144 (\N{HANGUL SYLLABLE GEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48120 (\N{HANGUL SYLLABLE MI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50752 (\N{HANGUL SYLLABLE WA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46021 (\N{HANGUL SYLLABLE DOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47952 (\N{HANGUL SYLLABLE MWEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50857 (\N{HANGUL SYLLABLE YONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44536 (\N{HANGUL SYLLABLE GEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45285 (\N{HANGUL SYLLABLE NYANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47803 (\N{HANGUL SYLLABLE MOS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51452 (\N{HANGUL SYLLABLE JU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44620 (\N{HANGUL SYLLABLE GGA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51648 (\N{HANGUL SYLLABLE JI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50504 (\N{HANGUL SYLLABLE AN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51328 (\N{HANGUL SYLLABLE JOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44172 (\N{HANGUL SYLLABLE GE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51088 (\N{HANGUL SYLLABLE JA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47336 (\N{HANGUL SYLLABLE RU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50416 (\N{HANGUL SYLLABLE SSEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47112 (\N{HANGUL SYLLABLE RE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49884 (\N{HANGUL SYLLABLE SI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44036 (\N{HANGUL SYLLABLE GAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49688 (\N{HANGUL SYLLABLE SU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47784 (\N{HANGUL SYLLABLE MO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47476 (\N{HANGUL SYLLABLE REU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49910 (\N{HANGUL SYLLABLE SIP}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51089 (\N{HANGUL SYLLABLE JAG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54408 (\N{HANGUL SYLLABLE PUM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46993 (\N{HANGUL SYLLABLE RANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50508 (\N{HANGUL SYLLABLE AL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48380 (\N{HANGUL SYLLABLE BOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47561 (\N{HANGUL SYLLABLE MAG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51096 (\N{HANGUL SYLLABLE JAL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50836 (\N{HANGUL SYLLABLE YO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52376 (\N{HANGUL SYLLABLE CEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51020 (\N{HANGUL SYLLABLE EUM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50756 (\N{HANGUL SYLLABLE WAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51204 (\N{HANGUL SYLLABLE JEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47566 (\N{HANGUL SYLLABLE MANH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51109 (\N{HANGUL SYLLABLE JANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47732 (\N{HANGUL SYLLABLE MYEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50529 (\N{HANGUL SYLLABLE AEG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49496 (\N{HANGUL SYLLABLE SYEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44277 (\N{HANGUL SYLLABLE GONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52264 (\N{HANGUL SYLLABLE CA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45936 (\N{HANGUL SYLLABLE DE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 12640 (\N{HANGUL LETTER YU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50501 (\N{HANGUL SYLLABLE AG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46024 (\N{HANGUL SYLLABLE DON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44552 (\N{HANGUL SYLLABLE GEUM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50556 (\N{HANGUL SYLLABLE YA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51473 (\N{HANGUL SYLLABLE JUNG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44152 (\N{HANGUL SYLLABLE GEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48324 (\N{HANGUL SYLLABLE BYEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51076 (\N{HANGUL SYLLABLE IM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45712 (\N{HANGUL SYLLABLE NEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45196 (\N{HANGUL SYLLABLE GGIM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45336 (\N{HANGUL SYLLABLE NEOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44060 (\N{HANGUL SYLLABLE GAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52636 (\N{HANGUL SYLLABLE CUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45149 (\N{HANGUL SYLLABLE GGEUT}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47749 (\N{HANGUL SYLLABLE MYEONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46319 (\N{HANGUL SYLLABLE DEUS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50669 (\N{HANGUL SYLLABLE YEOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48155 (\N{HANGUL SYLLABLE BAD}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45224 (\N{HANGUL SYLLABLE NAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54644 (\N{HANGUL SYLLABLE HAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47088 (\N{HANGUL SYLLABLE REON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 12641 (\N{HANGUL LETTER EU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44316 (\N{HANGUL SYLLABLE GWAEN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52270 (\N{HANGUL SYLLABLE CANH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48260 (\N{HANGUL SYLLABLE BEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46608 (\N{HANGUL SYLLABLE DDO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45180 (\N{HANGUL SYLLABLE GGI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50668 (\N{HANGUL SYLLABLE YEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47928 (\N{HANGUL SYLLABLE MUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47673 (\N{HANGUL SYLLABLE MEOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47492 (\N{HANGUL SYLLABLE REUM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45813 (\N{HANGUL SYLLABLE DAB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45212 (\N{HANGUL SYLLABLE NAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44845 (\N{HANGUL SYLLABLE GGOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54200 (\N{HANGUL SYLLABLE PYEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50613 (\N{HANGUL SYLLABLE EOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44208 (\N{HANGUL SYLLABLE GYEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50644 (\N{HANGUL SYLLABLE EN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50612 (\N{HANGUL SYLLABLE EO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46523 (\N{HANGUL SYLLABLE DDEOH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 12622 (\N{HANGUL LETTER HIEUH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49789 (\N{HANGUL SYLLABLE SWIB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49548 (\N{HANGUL SYLLABLE SO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48512 (\N{HANGUL SYLLABLE BU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53552 (\N{HANGUL SYLLABLE TEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48852 (\N{HANGUL SYLLABLE BBEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45124 (\N{HANGUL SYLLABLE GGEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50528 (\N{HANGUL SYLLABLE AE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51456 (\N{HANGUL SYLLABLE JUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49453 (\N{HANGUL SYLLABLE SEOB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54788 (\N{HANGUL SYLLABLE HYEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49892 (\N{HANGUL SYLLABLE SIL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47582 (\N{HANGUL SYLLABLE MAJ}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48264 (\N{HANGUL SYLLABLE BEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45784 (\N{HANGUL SYLLABLE NIM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50883 (\N{HANGUL SYLLABLE US}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48152 (\N{HANGUL SYLLABLE BAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45348 (\N{HANGUL SYLLABLE NE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47588 (\N{HANGUL SYLLABLE MAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47141 (\N{HANGUL SYLLABLE RYEOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44397 (\N{HANGUL SYLLABLE GUG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49844 (\N{HANGUL SYLLABLE SEUM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48376 (\N{HANGUL SYLLABLE BON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45230 (\N{HANGUL SYLLABLE NAJ}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49836 (\N{HANGUL SYLLABLE SEUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54532 (\N{HANGUL SYLLABLE PEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45458 (\N{HANGUL SYLLABLE NOP}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51453 (\N{HANGUL SYLLABLE JUG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51200 (\N{HANGUL SYLLABLE JEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50976 (\N{HANGUL SYLLABLE YU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52824 (\N{HANGUL SYLLABLE CI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45720 (\N{HANGUL SYLLABLE NEUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47691 (\N{HANGUL SYLLABLE MEOS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49457 (\N{HANGUL SYLLABLE SEONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50896 (\N{HANGUL SYLLABLE WEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51460 (\N{HANGUL SYLLABLE JUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49556 (\N{HANGUL SYLLABLE SOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51649 (\N{HANGUL SYLLABLE JIG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49832 (\N{HANGUL SYLLABLE SEUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45264 (\N{HANGUL SYLLABLE NYA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52628 (\N{HANGUL SYLLABLE CU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52380 (\N{HANGUL SYLLABLE CEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53356 (\N{HANGUL SYLLABLE KEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54632 (\N{HANGUL SYLLABLE HAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45576 (\N{HANGUL SYLLABLE NUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47932 (\N{HANGUL SYLLABLE MUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50472 (\N{HANGUL SYLLABLE SSI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49332 (\N{HANGUL SYLLABLE SAL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49549 (\N{HANGUL SYLLABLE SOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52404 (\N{HANGUL SYLLABLE CE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54728 (\N{HANGUL SYLLABLE HEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52237 (\N{HANGUL SYLLABLE JJIG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51613 (\N{HANGUL SYLLABLE JEUNG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53076 (\N{HANGUL SYLLABLE KO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46356 (\N{HANGUL SYLLABLE DI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52880 (\N{HANGUL SYLLABLE KAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47533 (\N{HANGUL SYLLABLE RIG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50880 (\N{HANGUL SYLLABLE UM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45824 (\N{HANGUL SYLLABLE DAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48149 (\N{HANGUL SYLLABLE BAG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47956 (\N{HANGUL SYLLABLE MWEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46076 (\N{HANGUL SYLLABLE DWAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54784 (\N{HANGUL SYLLABLE HYEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47000 (\N{HANGUL SYLLABLE RAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49345 (\N{HANGUL SYLLABLE SANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49240 (\N{HANGUL SYLLABLE BBEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50868 (\N{HANGUL SYLLABLE UN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44415 (\N{HANGUL SYLLABLE GUS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44148 (\N{HANGUL SYLLABLE GEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46160 (\N{HANGUL SYLLABLE DU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48393 (\N{HANGUL SYLLABLE BONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51068 (\N{HANGUL SYLLABLE IL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44540 (\N{HANGUL SYLLABLE GEUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51592 (\N{HANGUL SYLLABLE JEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48516 (\N{HANGUL SYLLABLE BUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49845 (\N{HANGUL SYLLABLE SEUB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44480 (\N{HANGUL SYLLABLE GWI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50685 (\N{HANGUL SYLLABLE YEOB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44228 (\N{HANGUL SYLLABLE GYE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51228 (\N{HANGUL SYLLABLE JE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47785 (\N{HANGUL SYLLABLE MOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53412 (\N{HANGUL SYLLABLE KI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51313 (\N{HANGUL SYLLABLE JOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49104 (\N{HANGUL SYLLABLE BBUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44553 (\N{HANGUL SYLLABLE GEUB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48127 (\N{HANGUL SYLLABLE MID}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49900 (\N{HANGUL SYLLABLE SIM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47581 (\N{HANGUL SYLLABLE MANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47480 (\N{HANGUL SYLLABLE REUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47792 (\N{HANGUL SYLLABLE MOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51077 (\N{HANGUL SYLLABLE IB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54980 (\N{HANGUL SYLLABLE HU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54364 (\N{HANGUL SYLLABLE PYO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47100 (\N{HANGUL SYLLABLE REOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48150 (\N{HANGUL SYLLABLE BAGG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50631 (\N{HANGUL SYLLABLE EOS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45800 (\N{HANGUL SYLLABLE DAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 12636 (\N{HANGUL LETTER U}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46504 (\N{HANGUL SYLLABLE DDEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51092 (\N{HANGUL SYLLABLE JAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50948 (\N{HANGUL SYLLABLE WI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51608 (\N{HANGUL SYLLABLE JEUM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54252 (\N{HANGUL SYLLABLE PO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47540 (\N{HANGUL SYLLABLE RIL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47084 (\N{HANGUL SYLLABLE REO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51132 (\N{HANGUL SYLLABLE JAEM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48736 (\N{HANGUL SYLLABLE BBA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44596 (\N{HANGUL SYLLABLE GIN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46304 (\N{HANGUL SYLLABLE DEUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51312 (\N{HANGUL SYLLABLE JO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48148 (\N{HANGUL SYLLABLE BA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49334 (\N{HANGUL SYLLABLE SALM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53945 (\N{HANGUL SYLLABLE TEUG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 55176 (\N{HANGUL SYLLABLE HI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45432 (\N{HANGUL SYLLABLE NO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50837 (\N{HANGUL SYLLABLE YOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50872 (\N{HANGUL SYLLABLE UL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51697 (\N{HANGUL SYLLABLE JJANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44537 (\N{HANGUL SYLLABLE GEUG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53580 (\N{HANGUL SYLLABLE TE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50696 (\N{HANGUL SYLLABLE YE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44618 (\N{HANGUL SYLLABLE GIP}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45448 (\N{HANGUL SYLLABLE NOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52828 (\N{HANGUL SYLLABLE CIN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44396 (\N{HANGUL SYLLABLE GU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47004 (\N{HANGUL SYLLABLE RAEN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44788 (\N{HANGUL SYLLABLE GGYEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45817 (\N{HANGUL SYLLABLE DANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49444 (\N{HANGUL SYLLABLE SEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47448 (\N{HANGUL SYLLABLE RYU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51208 (\N{HANGUL SYLLABLE JEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48764 (\N{HANGUL SYLLABLE BBAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46384 (\N{HANGUL SYLLABLE DDA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46907 (\N{HANGUL SYLLABLE DDEUS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51079 (\N{HANGUL SYLLABLE IS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49464 (\N{HANGUL SYLLABLE SE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52286 (\N{HANGUL SYLLABLE CAJ}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54988 (\N{HANGUL SYLLABLE HUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47469 (\N{HANGUL SYLLABLE RYUNG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50526 (\N{HANGUL SYLLABLE AP}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44109 (\N{HANGUL SYLLABLE GYANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 55192 (\N{HANGUL SYLLABLE HIM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50024 (\N{HANGUL SYLLABLE SSEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47960 (\N{HANGUL SYLLABLE MWEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52488 (\N{HANGUL SYLLABLE CO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49899 (\N{HANGUL SYLLABLE SILH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54596 (\N{HANGUL SYLLABLE PIL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50628 (\N{HANGUL SYLLABLE EOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52397 (\N{HANGUL SYLLABLE CEONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46385 (\N{HANGUL SYLLABLE DDAG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45459 (\N{HANGUL SYLLABLE NOH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46976 (\N{HANGUL SYLLABLE RAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49888 (\N{HANGUL SYLLABLE SIN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49440 (\N{HANGUL SYLLABLE SEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54060 (\N{HANGUL SYLLABLE PAEN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44288 (\N{HANGUL SYLLABLE GWAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44061 (\N{HANGUL SYLLABLE GAEG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51320 (\N{HANGUL SYLLABLE JOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46388 (\N{HANGUL SYLLABLE DDAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51082 (\N{HANGUL SYLLABLE IJ}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48388 (\N{HANGUL SYLLABLE BOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47101 (\N{HANGUL SYLLABLE REOB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51217 (\N{HANGUL SYLLABLE JEOB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53440 (\N{HANGUL SYLLABLE TA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46377 (\N{HANGUL SYLLABLE DING}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48156 (\N{HANGUL SYLLABLE BAL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48729 (\N{HANGUL SYLLABLE BING}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54021 (\N{HANGUL SYLLABLE TING}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48121 (\N{HANGUL SYLLABLE MIG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50633 (\N{HANGUL SYLLABLE EONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50620 (\N{HANGUL SYLLABLE EOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44760 (\N{HANGUL SYLLABLE GGE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47700 (\N{HANGUL SYLLABLE ME}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49353 (\N{HANGUL SYLLABLE SAEG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53420 (\N{HANGUL SYLLABLE KIL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47553 (\N{HANGUL SYLLABLE RING}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48708 (\N{HANGUL SYLLABLE BI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54000 (\N{HANGUL SYLLABLE TI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44053 (\N{HANGUL SYLLABLE GANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44221 (\N{HANGUL SYLLABLE GYEONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53132 (\N{HANGUL SYLLABLE KWAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50424 (\N{HANGUL SYLLABLE SSEUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46244 (\N{HANGUL SYLLABLE DWI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47576 (\N{HANGUL SYLLABLE MAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52649 (\N{HANGUL SYLLABLE CUNG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44201 (\N{HANGUL SYLLABLE GYEOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50584 (\N{HANGUL SYLLABLE YAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51656 (\N{HANGUL SYLLABLE JIL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48317 (\N{HANGUL SYLLABLE BYEOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51137 (\N{HANGUL SYLLABLE JAENG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52293 (\N{HANGUL SYLLABLE CAEG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47672 (\N{HANGUL SYLLABLE MEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51600 (\N{HANGUL SYLLABLE JEUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44161 (\N{HANGUL SYLLABLE GEOB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49696 (\N{HANGUL SYLLABLE SUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44040 (\N{HANGUL SYLLABLE GAL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47197 (\N{HANGUL SYLLABLE ROG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44404 (\N{HANGUL SYLLABLE GUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45440 (\N{HANGUL SYLLABLE NOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54924 (\N{HANGUL SYLLABLE HOE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51069 (\N{HANGUL SYLLABLE ILG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50715 (\N{HANGUL SYLLABLE YES}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45216 (\N{HANGUL SYLLABLE NAL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54665 (\N{HANGUL SYLLABLE HAENG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48373 (\N{HANGUL SYLLABLE BOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51665 (\N{HANGUL SYLLABLE JIB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44900 (\N{HANGUL SYLLABLE GGWAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49352 (\N{HANGUL SYLLABLE SAE}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47213 (\N{HANGUL SYLLABLE ROB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51316 (\N{HANGUL SYLLABLE JON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47680 (\N{HANGUL SYLLABLE MEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45572 (\N{HANGUL SYLLABLE NU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53328 (\N{HANGUL SYLLABLE KYU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54889 (\N{HANGUL SYLLABLE HWANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50616 (\N{HANGUL SYLLABLE EON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44544 (\N{HANGUL SYLLABLE GEUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50476 (\N{HANGUL SYLLABLE SSIN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51596 (\N{HANGUL SYLLABLE JEUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48137 (\N{HANGUL SYLLABLE MIB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49885 (\N{HANGUL SYLLABLE SIG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44417 (\N{HANGUL SYLLABLE GUNG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48520 (\N{HANGUL SYLLABLE BUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49933 (\N{HANGUL SYLLABLE SSANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50557 (\N{HANGUL SYLLABLE YAG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46321 (\N{HANGUL SYLLABLE DEUNG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 55016 (\N{HANGUL SYLLABLE HWEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48169 (\N{HANGUL SYLLABLE BANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49569 (\N{HANGUL SYLLABLE SONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49692 (\N{HANGUL SYLLABLE SUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49847 (\N{HANGUL SYLLABLE SEUS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 55092 (\N{HANGUL SYLLABLE HYU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47592 (\N{HANGUL SYLLABLE MAEN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47157 (\N{HANGUL SYLLABLE RYEOB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44368 (\N{HANGUL SYLLABLE GYO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54032 (\N{HANGUL SYLLABLE PAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49772 (\N{HANGUL SYLLABLE SWI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45000 (\N{HANGUL SYLLABLE GGUM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47751 (\N{HANGUL SYLLABLE MYEOC}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46496 (\N{HANGUL SYLLABLE DDEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47329 (\N{HANGUL SYLLABLE RYONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44361 (\N{HANGUL SYLLABLE GOENG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54844 (\N{HANGUL SYLLABLE HON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49340 (\N{HANGUL SYLLABLE SAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51424 (\N{HANGUL SYLLABLE JYO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44403 (\N{HANGUL SYLLABLE GUD}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54984 (\N{HANGUL SYLLABLE HUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45380 (\N{HANGUL SYLLABLE NYEON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46028 (\N{HANGUL SYLLABLE DOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 12617 (\N{HANGUL LETTER SSANGCIEUC}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48744 (\N{HANGUL SYLLABLE BBAL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54400 (\N{HANGUL SYLLABLE PUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45229 (\N{HANGUL SYLLABLE NANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51105 (\N{HANGUL SYLLABLE JAB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46027 (\N{HANGUL SYLLABLE DOD}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47140 (\N{HANGUL SYLLABLE RYEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48333 (\N{HANGUL SYLLABLE BYEOB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46392 (\N{HANGUL SYLLABLE DDAL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44049 (\N{HANGUL SYLLABLE GAB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45812 (\N{HANGUL SYLLABLE DAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54588 (\N{HANGUL SYLLABLE PI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45347 (\N{HANGUL SYLLABLE NEOH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46888 (\N{HANGUL SYLLABLE DDEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 55141 (\N{HANGUL SYLLABLE HEUNG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47456 (\N{HANGUL SYLLABLE RYUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47579 (\N{HANGUL SYLLABLE MAS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47200 (\N{HANGUL SYLLABLE RON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44275 (\N{HANGUL SYLLABLE GOS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46428 (\N{HANGUL SYLLABLE DDAEM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45376 (\N{HANGUL SYLLABLE NYEO}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48145 (\N{HANGUL SYLLABLE MIT}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44984 (\N{HANGUL SYLLABLE GGU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46629 (\N{HANGUL SYLLABLE DDONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53469 (\N{HANGUL SYLLABLE TAEG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54637 (\N{HANGUL SYLLABLE HANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46168 (\N{HANGUL SYLLABLE DUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45804 (\N{HANGUL SYLLABLE DAL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50732 (\N{HANGUL SYLLABLE OL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44054 (\N{HANGUL SYLLABLE GAJ}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50865 (\N{HANGUL SYLLABLE UG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52280 (\N{HANGUL SYLLABLE CAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54869 (\N{HANGUL SYLLABLE HWAG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52392 (\N{HANGUL SYLLABLE CEOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48276 (\N{HANGUL SYLLABLE BEOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51075 (\N{HANGUL SYLLABLE ILH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54805 (\N{HANGUL SYLLABLE HYEONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47708 (\N{HANGUL SYLLABLE MEL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 55120 (\N{HANGUL SYLLABLE HEU}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46307 (\N{HANGUL SYLLABLE DEUD}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51687 (\N{HANGUL SYLLABLE JJALB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47452 (\N{HANGUL SYLLABLE RYUN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44176 (\N{HANGUL SYLLABLE GEN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 53444 (\N{HANGUL SYLLABLE TAN}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52196 (\N{HANGUL SYLLABLE JJEUM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 51104 (\N{HANGUL SYLLABLE JAM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 48337 (\N{HANGUL SYLLABLE BYEONG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45227 (\N{HANGUL SYLLABLE NAS}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44992 (\N{HANGUL SYLLABLE GGUL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44217 (\N{HANGUL SYLLABLE GYEOB}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46609 (\N{HANGUL SYLLABLE DDOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49552 (\N{HANGUL SYLLABLE SON}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52377 (\N{HANGUL SYLLABLE CEOG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45843 (\N{HANGUL SYLLABLE DAES}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54589 (\N{HANGUL SYLLABLE PIG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 52712 (\N{HANGUL SYLLABLE CWI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54693 (\N{HANGUL SYLLABLE HYANG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 47800 (\N{HANGUL SYLLABLE MOM}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 49912 (\N{HANGUL SYLLABLE SSA}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 46832 (\N{HANGUL SYLLABLE DDWI}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54617 (\N{HANGUL SYLLABLE HAG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 54736 (\N{HANGUL SYLLABLE HEOL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 50473 (\N{HANGUL SYLLABLE SSIG}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 44600 (\N{HANGUL SYLLABLE GIL}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/events.py:89: UserWarning: Glyph 45823 (\N{HANGUL SYLLABLE DAH}) missing from current font.
  func(*args, **kwargs)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50689 (\N{HANGUL SYLLABLE YEONG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54868 (\N{HANGUL SYLLABLE HWA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54616 (\N{HANGUL SYLLABLE HA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45796 (\N{HANGUL SYLLABLE DA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51060 (\N{HANGUL SYLLABLE I}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48372 (\N{HANGUL SYLLABLE BO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51032 (\N{HANGUL SYLLABLE YI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44032 (\N{HANGUL SYLLABLE GA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50640 (\N{HANGUL SYLLABLE E}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51012 (\N{HANGUL SYLLABLE EUL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46020 (\N{HANGUL SYLLABLE DO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51008 (\N{HANGUL SYLLABLE EUN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46308 (\N{HANGUL SYLLABLE DEUL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45716 (\N{HANGUL SYLLABLE NEUN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50630 (\N{HANGUL SYLLABLE EOBS}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47484 (\N{HANGUL SYLLABLE REUL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51080 (\N{HANGUL SYLLABLE ISS}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51339 (\N{HANGUL SYLLABLE JOH}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45320 (\N{HANGUL SYLLABLE NEO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47924 (\N{HANGUL SYLLABLE MU}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51116 (\N{HANGUL SYLLABLE JAE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48140 (\N{HANGUL SYLLABLE MISS}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51221 (\N{HANGUL SYLLABLE JEONG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47568 (\N{HANGUL SYLLABLE MAL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44163 (\N{HANGUL SYLLABLE GEOS}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46104 (\N{HANGUL SYLLABLE DOE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51652 (\N{HANGUL SYLLABLE JIN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51676 (\N{HANGUL SYLLABLE JJA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44057 (\N{HANGUL SYLLABLE GAT}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51201 (\N{HANGUL SYLLABLE JEOG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51004 (\N{HANGUL SYLLABLE EU}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47196 (\N{HANGUL SYLLABLE RO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51216 (\N{HANGUL SYLLABLE JEOM}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50500 (\N{HANGUL SYLLABLE A}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45768 (\N{HANGUL SYLLABLE NI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50506 (\N{HANGUL SYLLABLE ANH}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49436 (\N{HANGUL SYLLABLE SEO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47564 (\N{HANGUL SYLLABLE MAN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50672 (\N{HANGUL SYLLABLE YEON}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44592 (\N{HANGUL SYLLABLE GI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45208 (\N{HANGUL SYLLABLE NA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50724 (\N{HANGUL SYLLABLE O}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54217 (\N{HANGUL SYLLABLE PYEONG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44284 (\N{HANGUL SYLLABLE GWA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52572 (\N{HANGUL SYLLABLE COE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44256 (\N{HANGUL SYLLABLE GO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54620 (\N{HANGUL SYLLABLE HAN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50780 (\N{HANGUL SYLLABLE WAE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49828 (\N{HANGUL SYLLABLE SEU}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53664 (\N{HANGUL SYLLABLE TO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47532 (\N{HANGUL SYLLABLE RI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49373 (\N{HANGUL SYLLABLE SAENG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44033 (\N{HANGUL SYLLABLE GAG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51064 (\N{HANGUL SYLLABLE IN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46300 (\N{HANGUL SYLLABLE DEU}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46972 (\N{HANGUL SYLLABLE RA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47560 (\N{HANGUL SYLLABLE MA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44048 (\N{HANGUL SYLLABLE GAM}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46041 (\N{HANGUL SYLLABLE DONG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49324 (\N{HANGUL SYLLABLE SA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46988 (\N{HANGUL SYLLABLE RAM}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 12619 (\N{HANGUL LETTER KHIEUKH}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47111 (\N{HANGUL SYLLABLE REOH}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44637 (\N{HANGUL SYLLABLE GGAB}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45908 (\N{HANGUL SYLLABLE DEO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46412 (\N{HANGUL SYLLABLE DDAE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45236 (\N{HANGUL SYLLABLE NAE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48176 (\N{HANGUL SYLLABLE BAE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50864 (\N{HANGUL SYLLABLE U}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44144 (\N{HANGUL SYLLABLE GEO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48120 (\N{HANGUL SYLLABLE MI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50752 (\N{HANGUL SYLLABLE WA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46021 (\N{HANGUL SYLLABLE DOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47952 (\N{HANGUL SYLLABLE MWEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50857 (\N{HANGUL SYLLABLE YONG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44536 (\N{HANGUL SYLLABLE GEU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45285 (\N{HANGUL SYLLABLE NYANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47803 (\N{HANGUL SYLLABLE MOS}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51452 (\N{HANGUL SYLLABLE JU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44620 (\N{HANGUL SYLLABLE GGA}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51648 (\N{HANGUL SYLLABLE JI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50504 (\N{HANGUL SYLLABLE AN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51328 (\N{HANGUL SYLLABLE JOM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44172 (\N{HANGUL SYLLABLE GE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51088 (\N{HANGUL SYLLABLE JA}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47336 (\N{HANGUL SYLLABLE RU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50416 (\N{HANGUL SYLLABLE SSEU}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47112 (\N{HANGUL SYLLABLE RE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49884 (\N{HANGUL SYLLABLE SI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44036 (\N{HANGUL SYLLABLE GAN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49688 (\N{HANGUL SYLLABLE SU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47784 (\N{HANGUL SYLLABLE MO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47476 (\N{HANGUL SYLLABLE REU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49910 (\N{HANGUL SYLLABLE SIP}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51089 (\N{HANGUL SYLLABLE JAG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54408 (\N{HANGUL SYLLABLE PUM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46993 (\N{HANGUL SYLLABLE RANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50508 (\N{HANGUL SYLLABLE AL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48380 (\N{HANGUL SYLLABLE BOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47561 (\N{HANGUL SYLLABLE MAG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51096 (\N{HANGUL SYLLABLE JAL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50836 (\N{HANGUL SYLLABLE YO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52376 (\N{HANGUL SYLLABLE CEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51020 (\N{HANGUL SYLLABLE EUM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50756 (\N{HANGUL SYLLABLE WAN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51204 (\N{HANGUL SYLLABLE JEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47566 (\N{HANGUL SYLLABLE MANH}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51109 (\N{HANGUL SYLLABLE JANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47732 (\N{HANGUL SYLLABLE MYEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50529 (\N{HANGUL SYLLABLE AEG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49496 (\N{HANGUL SYLLABLE SYEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44277 (\N{HANGUL SYLLABLE GONG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52264 (\N{HANGUL SYLLABLE CA}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45936 (\N{HANGUL SYLLABLE DE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 12640 (\N{HANGUL LETTER YU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50501 (\N{HANGUL SYLLABLE AG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46024 (\N{HANGUL SYLLABLE DON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44552 (\N{HANGUL SYLLABLE GEUM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50556 (\N{HANGUL SYLLABLE YA}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51473 (\N{HANGUL SYLLABLE JUNG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44152 (\N{HANGUL SYLLABLE GEOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48324 (\N{HANGUL SYLLABLE BYEOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51076 (\N{HANGUL SYLLABLE IM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45712 (\N{HANGUL SYLLABLE NEU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45196 (\N{HANGUL SYLLABLE GGIM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45336 (\N{HANGUL SYLLABLE NEOM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44060 (\N{HANGUL SYLLABLE GAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52636 (\N{HANGUL SYLLABLE CUL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45149 (\N{HANGUL SYLLABLE GGEUT}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47749 (\N{HANGUL SYLLABLE MYEONG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46319 (\N{HANGUL SYLLABLE DEUS}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50669 (\N{HANGUL SYLLABLE YEOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48155 (\N{HANGUL SYLLABLE BAD}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45224 (\N{HANGUL SYLLABLE NAM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54644 (\N{HANGUL SYLLABLE HAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47088 (\N{HANGUL SYLLABLE REON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 12641 (\N{HANGUL LETTER EU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44316 (\N{HANGUL SYLLABLE GWAEN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52270 (\N{HANGUL SYLLABLE CANH}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48260 (\N{HANGUL SYLLABLE BEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46608 (\N{HANGUL SYLLABLE DDO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45180 (\N{HANGUL SYLLABLE GGI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50668 (\N{HANGUL SYLLABLE YEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47928 (\N{HANGUL SYLLABLE MUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47673 (\N{HANGUL SYLLABLE MEOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47492 (\N{HANGUL SYLLABLE REUM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45813 (\N{HANGUL SYLLABLE DAB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45212 (\N{HANGUL SYLLABLE NAN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44845 (\N{HANGUL SYLLABLE GGOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54200 (\N{HANGUL SYLLABLE PYEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50613 (\N{HANGUL SYLLABLE EOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44208 (\N{HANGUL SYLLABLE GYEOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50644 (\N{HANGUL SYLLABLE EN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50612 (\N{HANGUL SYLLABLE EO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46523 (\N{HANGUL SYLLABLE DDEOH}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 12622 (\N{HANGUL LETTER HIEUH}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49789 (\N{HANGUL SYLLABLE SWIB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49548 (\N{HANGUL SYLLABLE SO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48512 (\N{HANGUL SYLLABLE BU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53552 (\N{HANGUL SYLLABLE TEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48852 (\N{HANGUL SYLLABLE BBEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45124 (\N{HANGUL SYLLABLE GGEU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50528 (\N{HANGUL SYLLABLE AE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51456 (\N{HANGUL SYLLABLE JUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49453 (\N{HANGUL SYLLABLE SEOB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54788 (\N{HANGUL SYLLABLE HYEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49892 (\N{HANGUL SYLLABLE SIL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47582 (\N{HANGUL SYLLABLE MAJ}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48264 (\N{HANGUL SYLLABLE BEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45784 (\N{HANGUL SYLLABLE NIM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50883 (\N{HANGUL SYLLABLE US}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48152 (\N{HANGUL SYLLABLE BAN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45348 (\N{HANGUL SYLLABLE NE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47588 (\N{HANGUL SYLLABLE MAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47141 (\N{HANGUL SYLLABLE RYEOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44397 (\N{HANGUL SYLLABLE GUG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49844 (\N{HANGUL SYLLABLE SEUM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48376 (\N{HANGUL SYLLABLE BON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45230 (\N{HANGUL SYLLABLE NAJ}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49836 (\N{HANGUL SYLLABLE SEUL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54532 (\N{HANGUL SYLLABLE PEU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45458 (\N{HANGUL SYLLABLE NOP}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51453 (\N{HANGUL SYLLABLE JUG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51200 (\N{HANGUL SYLLABLE JEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50976 (\N{HANGUL SYLLABLE YU}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52824 (\N{HANGUL SYLLABLE CI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45720 (\N{HANGUL SYLLABLE NEUL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47691 (\N{HANGUL SYLLABLE MEOS}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49457 (\N{HANGUL SYLLABLE SEONG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50896 (\N{HANGUL SYLLABLE WEON}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51460 (\N{HANGUL SYLLABLE JUL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49556 (\N{HANGUL SYLLABLE SOL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51649 (\N{HANGUL SYLLABLE JIG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49832 (\N{HANGUL SYLLABLE SEUN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45264 (\N{HANGUL SYLLABLE NYA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52628 (\N{HANGUL SYLLABLE CU}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52380 (\N{HANGUL SYLLABLE CEON}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53356 (\N{HANGUL SYLLABLE KEU}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54632 (\N{HANGUL SYLLABLE HAM}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45576 (\N{HANGUL SYLLABLE NUN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47932 (\N{HANGUL SYLLABLE MUL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50472 (\N{HANGUL SYLLABLE SSI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49332 (\N{HANGUL SYLLABLE SAL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49549 (\N{HANGUL SYLLABLE SOG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52404 (\N{HANGUL SYLLABLE CE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54728 (\N{HANGUL SYLLABLE HEO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52237 (\N{HANGUL SYLLABLE JJIG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51613 (\N{HANGUL SYLLABLE JEUNG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53076 (\N{HANGUL SYLLABLE KO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46356 (\N{HANGUL SYLLABLE DI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52880 (\N{HANGUL SYLLABLE KAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47533 (\N{HANGUL SYLLABLE RIG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50880 (\N{HANGUL SYLLABLE UM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45824 (\N{HANGUL SYLLABLE DAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48149 (\N{HANGUL SYLLABLE BAG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47956 (\N{HANGUL SYLLABLE MWEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46076 (\N{HANGUL SYLLABLE DWAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54784 (\N{HANGUL SYLLABLE HYEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47000 (\N{HANGUL SYLLABLE RAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49345 (\N{HANGUL SYLLABLE SANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49240 (\N{HANGUL SYLLABLE BBEU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50868 (\N{HANGUL SYLLABLE UN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44415 (\N{HANGUL SYLLABLE GUS}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44148 (\N{HANGUL SYLLABLE GEON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46160 (\N{HANGUL SYLLABLE DU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48393 (\N{HANGUL SYLLABLE BONG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51068 (\N{HANGUL SYLLABLE IL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44540 (\N{HANGUL SYLLABLE GEUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51592 (\N{HANGUL SYLLABLE JEU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48516 (\N{HANGUL SYLLABLE BUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49845 (\N{HANGUL SYLLABLE SEUB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44480 (\N{HANGUL SYLLABLE GWI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50685 (\N{HANGUL SYLLABLE YEOB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44228 (\N{HANGUL SYLLABLE GYE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51228 (\N{HANGUL SYLLABLE JE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47785 (\N{HANGUL SYLLABLE MOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53412 (\N{HANGUL SYLLABLE KI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51313 (\N{HANGUL SYLLABLE JOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49104 (\N{HANGUL SYLLABLE BBUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44553 (\N{HANGUL SYLLABLE GEUB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48127 (\N{HANGUL SYLLABLE MID}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49900 (\N{HANGUL SYLLABLE SIM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47581 (\N{HANGUL SYLLABLE MANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47480 (\N{HANGUL SYLLABLE REUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47792 (\N{HANGUL SYLLABLE MOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51077 (\N{HANGUL SYLLABLE IB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54980 (\N{HANGUL SYLLABLE HU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54364 (\N{HANGUL SYLLABLE PYO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47100 (\N{HANGUL SYLLABLE REOM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48150 (\N{HANGUL SYLLABLE BAGG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50631 (\N{HANGUL SYLLABLE EOS}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45800 (\N{HANGUL SYLLABLE DAN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 12636 (\N{HANGUL LETTER U}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46504 (\N{HANGUL SYLLABLE DDEOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51092 (\N{HANGUL SYLLABLE JAN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50948 (\N{HANGUL SYLLABLE WI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51608 (\N{HANGUL SYLLABLE JEUM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54252 (\N{HANGUL SYLLABLE PO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47540 (\N{HANGUL SYLLABLE RIL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47084 (\N{HANGUL SYLLABLE REO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51132 (\N{HANGUL SYLLABLE JAEM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48736 (\N{HANGUL SYLLABLE BBA}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44596 (\N{HANGUL SYLLABLE GIN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46304 (\N{HANGUL SYLLABLE DEUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51312 (\N{HANGUL SYLLABLE JO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48148 (\N{HANGUL SYLLABLE BA}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49334 (\N{HANGUL SYLLABLE SALM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53945 (\N{HANGUL SYLLABLE TEUG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 55176 (\N{HANGUL SYLLABLE HI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45432 (\N{HANGUL SYLLABLE NO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50837 (\N{HANGUL SYLLABLE YOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50872 (\N{HANGUL SYLLABLE UL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51697 (\N{HANGUL SYLLABLE JJANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44537 (\N{HANGUL SYLLABLE GEUG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53580 (\N{HANGUL SYLLABLE TE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50696 (\N{HANGUL SYLLABLE YE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44618 (\N{HANGUL SYLLABLE GIP}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45448 (\N{HANGUL SYLLABLE NOM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52828 (\N{HANGUL SYLLABLE CIN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44396 (\N{HANGUL SYLLABLE GU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47004 (\N{HANGUL SYLLABLE RAEN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44788 (\N{HANGUL SYLLABLE GGYEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45817 (\N{HANGUL SYLLABLE DANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49444 (\N{HANGUL SYLLABLE SEOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47448 (\N{HANGUL SYLLABLE RYU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51208 (\N{HANGUL SYLLABLE JEOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48764 (\N{HANGUL SYLLABLE BBAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46384 (\N{HANGUL SYLLABLE DDA}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46907 (\N{HANGUL SYLLABLE DDEUS}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51079 (\N{HANGUL SYLLABLE IS}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49464 (\N{HANGUL SYLLABLE SE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52286 (\N{HANGUL SYLLABLE CAJ}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54988 (\N{HANGUL SYLLABLE HUL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47469 (\N{HANGUL SYLLABLE RYUNG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50526 (\N{HANGUL SYLLABLE AP}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44109 (\N{HANGUL SYLLABLE GYANG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 55192 (\N{HANGUL SYLLABLE HIM}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50024 (\N{HANGUL SYLLABLE SSEO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47960 (\N{HANGUL SYLLABLE MWEOL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52488 (\N{HANGUL SYLLABLE CO}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49899 (\N{HANGUL SYLLABLE SILH}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54596 (\N{HANGUL SYLLABLE PIL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50628 (\N{HANGUL SYLLABLE EOM}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52397 (\N{HANGUL SYLLABLE CEONG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46385 (\N{HANGUL SYLLABLE DDAG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45459 (\N{HANGUL SYLLABLE NOH}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46976 (\N{HANGUL SYLLABLE RAN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49888 (\N{HANGUL SYLLABLE SIN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49440 (\N{HANGUL SYLLABLE SEON}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54060 (\N{HANGUL SYLLABLE PAEN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44288 (\N{HANGUL SYLLABLE GWAN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44061 (\N{HANGUL SYLLABLE GAEG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51320 (\N{HANGUL SYLLABLE JOL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46388 (\N{HANGUL SYLLABLE DDAN}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51082 (\N{HANGUL SYLLABLE IJ}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48388 (\N{HANGUL SYLLABLE BOM}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47101 (\N{HANGUL SYLLABLE REOB}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51217 (\N{HANGUL SYLLABLE JEOB}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53440 (\N{HANGUL SYLLABLE TA}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46377 (\N{HANGUL SYLLABLE DING}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48156 (\N{HANGUL SYLLABLE BAL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48729 (\N{HANGUL SYLLABLE BING}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54021 (\N{HANGUL SYLLABLE TING}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48121 (\N{HANGUL SYLLABLE MIG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50633 (\N{HANGUL SYLLABLE EONG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50620 (\N{HANGUL SYLLABLE EOL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44760 (\N{HANGUL SYLLABLE GGE}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47700 (\N{HANGUL SYLLABLE ME}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49353 (\N{HANGUL SYLLABLE SAEG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53420 (\N{HANGUL SYLLABLE KIL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47553 (\N{HANGUL SYLLABLE RING}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48708 (\N{HANGUL SYLLABLE BI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54000 (\N{HANGUL SYLLABLE TI}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44053 (\N{HANGUL SYLLABLE GANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44221 (\N{HANGUL SYLLABLE GYEONG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53132 (\N{HANGUL SYLLABLE KWAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50424 (\N{HANGUL SYLLABLE SSEUL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46244 (\N{HANGUL SYLLABLE DWI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47576 (\N{HANGUL SYLLABLE MAM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52649 (\N{HANGUL SYLLABLE CUNG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44201 (\N{HANGUL SYLLABLE GYEOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50584 (\N{HANGUL SYLLABLE YAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51656 (\N{HANGUL SYLLABLE JIL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48317 (\N{HANGUL SYLLABLE BYEOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51137 (\N{HANGUL SYLLABLE JAENG}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 52293 (\N{HANGUL SYLLABLE CAEG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47672 (\N{HANGUL SYLLABLE MEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51600 (\N{HANGUL SYLLABLE JEUL}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44161 (\N{HANGUL SYLLABLE GEOB}) missing from current font.
  fig.canvas.print_figure(bytes_io, **kw)
/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49696 (\N{HANGUL SYLLABLE SUL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44040 (\N{HANGUL SYLLABLE GAL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47197 (\N{HANGUL SYLLABLE ROG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44404 (\N{HANGUL SYLLABLE GUL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45440 (\N{HANGUL SYLLABLE NOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54924 (\N{HANGUL SYLLABLE HOE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51069 (\N{HANGUL SYLLABLE ILG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50715 (\N{HANGUL SYLLABLE YES}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45216 (\N{HANGUL SYLLABLE NAL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54665 (\N{HANGUL SYLLABLE HAENG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48373 (\N{HANGUL SYLLABLE BOG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51665 (\N{HANGUL SYLLABLE JIB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44900 (\N{HANGUL SYLLABLE GGWAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49352 (\N{HANGUL SYLLABLE SAE}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47213 (\N{HANGUL SYLLABLE ROB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51316 (\N{HANGUL SYLLABLE JON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47680 (\N{HANGUL SYLLABLE MEOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45572 (\N{HANGUL SYLLABLE NU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 53328 (\N{HANGUL SYLLABLE KYU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54889 (\N{HANGUL SYLLABLE HWANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50616 (\N{HANGUL SYLLABLE EON}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44544 (\N{HANGUL SYLLABLE GEUL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50476 (\N{HANGUL SYLLABLE SSIN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 51596 (\N{HANGUL SYLLABLE JEUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48137 (\N{HANGUL SYLLABLE MIB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49885 (\N{HANGUL SYLLABLE SIG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44417 (\N{HANGUL SYLLABLE GUNG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48520 (\N{HANGUL SYLLABLE BUL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49933 (\N{HANGUL SYLLABLE SSANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 50557 (\N{HANGUL SYLLABLE YAG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46321 (\N{HANGUL SYLLABLE DEUNG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 55016 (\N{HANGUL SYLLABLE HWEOL}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 48169 (\N{HANGUL SYLLABLE BANG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49569 (\N{HANGUL SYLLABLE SONG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49692 (\N{HANGUL SYLLABLE SUN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49847 (\N{HANGUL SYLLABLE SEUS}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 55092 (\N{HANGUL SYLLABLE HYU}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47592 (\N{HANGUL SYLLABLE MAEN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47157 (\N{HANGUL SYLLABLE RYEOB}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44368 (\N{HANGUL SYLLABLE GYO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 54032 (\N{HANGUL SYLLABLE PAN}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 49772 (\N{HANGUL SYLLABLE SWI}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 45000 (\N{HANGUL SYLLABLE GGUM}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47751 (\N{HANGUL SYLLABLE MYEOC}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 46496 (\N{HANGUL SYLLABLE DDEO}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 47329 (\N{HANGUL SYLLABLE RYONG}) missing from current font.
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/usr/local/lib/python3.10/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 44361 (\N{HANGUL SYLLABLE GOENG}) missing from current font.
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순환 신경망 (Recurrent Neural Network, RNN)¶

  • 순서가 있는 데이터를 입력으로 받음

  • 변화하는 입력에 대한 출력을 얻음

  • 시계열(날씨, 주가 등), 자연어와 같이 시간의 흐름에 따라 변화하고, 그 변화가 의미를 갖는 데이터



Feed Forward Network vs Recurrent Network¶

  • Feed Forward Net (앞먹임 구조)

    • 일반적인 구조의 신경망

    • 입력 → 은닉 → 출력층 으로 이어지는 단방향 구조

    • 이전 스텝의 출력의 영향을 받지 않음

  • Recurrent Net (되먹임 구조)

    • 이전 층(Layer), 또는 스텝의 출력이 다시 입력으로 연결되는 신경망 구조

    • 각 스텝마다 이전 상태를 기억 시스템(Memory System)

    • 현재 상태가 이전 상태에 종속


    출처: https://www.researchgate.net/figure/Feed-forward-and-recurrent-ANN-architecture_fig1_315111480



순환 신경망 구조¶


  • 입력 $x_t$에서 $t$는 시간을 뜻함

  • $X_0$에 대한 출력 $Y_0$이 다음 레이어에 전달

  • 각각의 입력에 대해 출력은 해당 레이어대로 출력값을 반환



순환 신경망의 다양한 구조¶

출처: https://subscription.packtpub.com/book/big_data_and_business_intelligence/9781789346640/11/ch11lvl1sec80/introduction

  • one to one

    • RNN

  • one to many

    • Image Captioning

    • 이미지에 대한 설명 생성

  • many to one

    • 감성분석 (Sentiment Classification)

      • 문장의 긍정/부정을 판단하는 감정 분석

  • many to many

    • Machine Translation

      • 하나의 언어를 다른 언어로 번역하는 기계 번역

  • many to many

    • Video Classification(Frame Level)


두 가지 정보(현재 입력, 이전 시각의 출력)을 처리하는 수식¶

$\qquad h_t = tanh ( \ h_{t-1} W_h \ + \ x_t W_x + b) $


  • $W_x$ : 입력 $x$를 출력 $h$로 변환하기 위한 가중치

  • $W_h$ : 다음 시각의 출력으로 변환하기 위한 가중치

  • $h$는 '상태'를 기억

  • $h_t \ $를 은닉 상태(hidden state) 또는 은닉 상태 벡터(hidden state vector)라고도 불림

    출처: https://colah.github.io/posts/2015-08-Understanding-LSTMs/



BPTT(BackPropagation Through Time)¶

  • 시간 방향으로 펼친 신경망의 오차역전파

  • 시계열 데이터의 시간 크기가 커지면 역전파 시 불안정해짐 $→$ 기울기 소실 문제 발생

    출처: https://iamtrask.github.io/2015/11/15/anyone-can-code-lstm/



Truncated BPTT¶

  • 큰 시계열 데이터를 다룰 때 사용하는 오차역전파법

  • 신경망을 적당한 길이로 끊는다.

    • 역전파에 연결만! 순전파의 연결은 끊어지지 않는다.

  • 학습 시, 입력이 순서대로 연결되어 입력해야 함

    출처: https://r2rt.com/styles-of-truncated-backpropagation.html



RNN 구현¶

  • 형상(shape) 주의!

$\qquad \ h_{t-1} W_h \ + \ x_t W_x = h_t$¶


  • $h_{t-1}$ : $N \times H$

  • $W_{h}$ : $H \times H$

  • $x_{t}$ : $N \times D$

  • $W_{x}$ : $D \times H$

  • $h_t$ : $N \times H$

  • $D$ : 입력 벡터의 차원 수

  • $H$ : 은닉 상태 벡터의 차원 수




LSTM (Long Shot-Term Memory)¶

  • RNN은 장기 기억을 제대로 처리 못함

  • RNN은 기울기 소실 또는 기울기 폭발을 발생

  • 위를 해결하기 위해 LSTM 방법 등장

0_O_TqfQ4537oM4MH0[1].gif


$\qquad f = \sigma (x_t W^{(f)}x + h{t-1} W^{(f)}_h + b^{(f)} \¶

\qquad g = tanh(x_t W^{(g)}x + h{t-1} W^{(g)}h + b^{(g)}) \ \qquad i = \sigma(x_t W^{(i)}_x + h{t-1} W^{(i)}h + b^{(i)}) \ \qquad o = tanh(x_t W^{(o)}_x + h{t-1} W^{(o)}_h + b^{(o)})$

$\qquad c_t = f \odot c_{t-1} + g \odot i \¶

\qquad h_t = o \odot tanh(c_t) $



forget gate (망각 게이트)¶

  • 불필요한 정보를 잊는 게이트

  • $h_{t−1}$ 과 $x_t$ 를 받아 시그모이드를 취해준 값이 forget gate의 출력값

  • 시그모이드 함수를 통과하기 때문에 그 값이 0이라면 이전 상태의 정보는 잊고, 1이라면 이전 상태의 정보를 온전히 기억

    출처: https://www.slideshare.net/xavigiro/recurrent-neural-networks-1-d2l2-deep-learning-for-speech-and-language-upc-2017



input gate (입력 게이트)¶

  • 현재 정보를 기억하기 위한 게이트

  • $h_{t−1}$ 과 $x_t$를 받아 $Sigmoid$ -> $tanh$ 를 통과한 다음, Hadamard product 연산을 한 값을 출력


    출처: https://www.slideshare.net/xavigiro/recurrent-neural-networks-1-d2l2-deep-learning-for-speech-and-language-upc-2017



output gate (출력 게이트)¶

  • 은닉 상태 $h_t$의 출력을 담당하는 게이트

  • 입력 $x_t$와 이전 상태 $h_{t-1}$로부터 게이트의 열림 상태가 결정됨

출처: https://www.slideshare.net/xavigiro/deep-learning-for-computer-vision-recurrent-neural-networks-upc-2016




GRU (Gated Recurrent Unit)¶

  • LSTM을 더 단순하게 만든 구조

  • 기억 셀은 없고, 시간방향으로 전파하는 것은 은닉 상태만 있음

  • reset gate

    • 과거의 은닉 상태를 얼마나 무시할지 결정

    • $r$ 값이 결정

  • update gate

    • 은닉 상태를 갱신하는 게이트

    • LSTM의 forget, input gate 역할을 동시에 함

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$\qquad z = \sigma (x_t W^{(z)}x + h{t-1} W^{(z)}_h + b^{(z)} \¶

\qquad r = \sigma (x_t W^{(r)}x + h{t-1} W^{(r)}h + b^{(r)}) \ \qquad \tilde{i} = tanh (x_t W^{(i)}_x + (r \odot h{t-1}) W^{(i)}h + b ) \ \qquad h_t = (1 - z) \odot h{t-1} + z \odot \tilde{h}$




(참고) RNN vs LSTM vs GRU¶

RNN-vs-LSTM-vs-GRU-768x231[1].png

출처: http://dprogrammer.org/rnn-lstm-gru